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CMT

Code release for the paper CMT: Co-training Mean-Teacher for Unsupervised Domain Adaptation on 3D Object Detection, ACM MM 2024. The codebase is still under updating.

Introduction

CMT is an unsupervised domain adaption method on 3D object detection.

Model Zoo

We provide pretrained models here for these task in models.

nuScenes -> KITTI TASK

Car@R40
SECOND-IoU 72.1
PV-RCNN 74.5

Waymo -> KITTI TASK

Car@R40
SECOND-IoU 68.1
PVRCNN 75.5

Waymo -> nuScenes TASK

Car@R40
SECOND-IoU 24.3
PVRCNN 26.4

Installation

Please refer to INSTALL.md for the installation of OpenPCDet.

Usage

Please refer to GETTING_STARTED.md to learn more usage about this project.

Citation

If you find this project useful in your research, please consider cite our paper.

Acknowledgement

Our code is heavily based on OpenPCDet, ST3D, DTS. Thanks for their awesome codebase.

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